{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a415b17d",
   "metadata": {},
   "source": [
    "# 数值分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e534000",
   "metadata": {},
   "source": [
    "- fix point interation\n",
    "- bisection\n",
    "- Newton iteration\n",
    "- secant"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e19936c9",
   "metadata": {},
   "source": [
    "# Math equations"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3723297",
   "metadata": {},
   "source": [
    "### simple math\n",
    "$ 1 + 1 = 2 $"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d49b2eb",
   "metadata": {},
   "source": [
    "### greek letters\n",
    "$\\alpha + \\beta = 1$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4eafc66b",
   "metadata": {},
   "source": [
    "### fractional\n",
    "$\\frac {1} {3} +\\frac {5} {3} = 2$\n",
    " \n",
    "$\\frac {\\sigma} {3} +\\frac {\\beta} {3} = 2$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe92ae4d",
   "metadata": {},
   "source": [
    "### root \n",
    "$\\sqrt 2$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87f6cbcd",
   "metadata": {},
   "source": [
    "### exponential\n",
    "$\\alpha ^ a $"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "264042cf",
   "metadata": {},
   "source": [
    "### vector\n",
    "$\\vec a$"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "8453fcda",
   "metadata": {},
   "source": [
    "### image\n",
    "![image.png](attachment:image.png)\n",
    "[![沙漠中的岩石图片](/assets/img/shiprock.jpg)](https://markdown.com.cn)\n",
    "<img src=\"image.jpeg\" width = \"300\" height = \"200\" alt=\"图片名称\" align=center />\n",
    "image 需要更改，可能设备问题无法显示，具体原因不明，复制粘贴效果正常"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8c79a2a",
   "metadata": {},
   "source": [
    "# Numpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3a959b1d",
   "metadata": {},
   "outputs": [],
   "source": [
    "myList = [1, 2, 3, 4]\n",
    "myList2 = [5, 6, 7, 8]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d5eb21bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1, 2, 3, 4, 5, 6, 7, 8]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "myList + myList2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c64d5a63",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1, 2, 3, 4, 1, 2, 3, 4]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "myList * 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "fc5b018e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "61b402ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "myArray = np.array(myList)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e7b8294b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 2, 3, 4])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "myArray"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "76d3efc3",
   "metadata": {},
   "outputs": [],
   "source": [
    "myArray2 = np.array(myList2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "82e1c8d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 6,  8, 10, 12])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "myArray + myArray2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c20b8729",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 5, 12, 21, 32])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "myArray * myArray2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "37aa582f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([    1,    64,  2187, 65536], dtype=int32)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "myArray ** myArray2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "05b53b32",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0., 0., 0.],\n",
       "       [0., 0., 0.]])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.zeros((2,3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "893400aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1., 1., 1., 1., 1.],\n",
       "       [1., 1., 1., 1., 1.],\n",
       "       [1., 1., 1., 1., 1.],\n",
       "       [1., 1., 1., 1., 1.]])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.ones((4,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a2b10921",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1., 0., 0., 0., 0.],\n",
       "       [0., 1., 0., 0., 0.],\n",
       "       [0., 0., 1., 0., 0.],\n",
       "       [0., 0., 0., 1., 0.],\n",
       "       [0., 0., 0., 0., 1.]])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.identity(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b3ec468b",
   "metadata": {},
   "outputs": [],
   "source": [
    "myIdentity = np.identity(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d4d0f0f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1., 0., 0.],\n",
       "       [0., 1., 0.],\n",
       "       [0., 0., 1.]])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "myIdentity * myIdentity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "1540e893",
   "metadata": {},
   "outputs": [],
   "source": [
    "myOnes = np.ones((3,4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "eca62206",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1., 1., 1., 1.],\n",
       "       [1., 1., 1., 1.],\n",
       "       [1., 1., 1., 1.]])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "myIdentity @ myOnes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "d29cef34",
   "metadata": {},
   "outputs": [],
   "source": [
    "array1 = np.array([[1,2],\n",
    "                   [3,4]\n",
    "    \n",
    "])\n",
    "array2 = np.array([\n",
    "    [1,2,3],\n",
    "    [1,2,3]\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "62867d68",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 3,  6,  9],\n",
       "       [ 7, 14, 21]])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "array1 @ array2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "ea680c4e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "9d0b1ca4",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.arange(-10,10,0.1)\n",
    "y = np.sin(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "d19743c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2be2505a700>]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pit.plot(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "a1fd1f7c",
   "metadata": {},
   "outputs": [],
   "source": [
    "x1 = np.arange(-10,10,0.1)\n",
    "y1 = np.sin(x) + np.sin(4 * x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "5b57a941",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2be251e5b50>]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ff7tYRVyncBonHvKhVGsMVU3wXqBp4auCs2zBwm/58A0tfFlPBwDWcnubvfM+DlZWWCmBKDVg+JLfpOAfALg1knDSwjdI+uEMm4XTCwqVOorVxh4fPt9AXLG4wgp63Qj6tAuncWKyYikApdl7Z6OegNeNibDPUrazsA9fFfxhidSRgn8A4I2sO106M2MBuF1kycLX6+XZDrcwRzn5ivf17bTwA143EmGfJQt/u1AzjJACdgRnlCfcfKWOQrWxx6UDKJ8BSxZ+sQqPizAW0K+nz334w5LtLAX/AMAbWSejuwXa43ZhZixgycLfLlSFLHxZE3+nFWSn4APKxq1VH77IhBuTK6yWoHe6dABllbVicdN8PNy9UimHFxccluQ3p1ocfoGI1onoUpf3iYg+TUTXiOgCET3kxHUlCrwet1Z3pfm4tVj8dFHMwtxxKQyHhdMLdpq97xWc2VjA0qahSJYnICuWAsC66rLR6r08EwtYDss08t8DaK0AhiU02SkL//cBPKrz/mMA7la/ngTwWYeuK4ESkqksP/cK9Fw8YDrbk2cZighOrOXDrJu6xkHCyMK3knyVKoqtsPgeyrC4FHoB99FrWfizY9ZyIZTmP8YGj8ftQtTvGZoVliOCzxj7JgC94utPAPhDpvACgDgRzTpxbQmwla8gEfHBpRFRk4z6sZmvmIrTbhVOExD8MelDxnquAq+bWv70dmZjAeQqdWRNZnumBC38gNcN/5DVZHeaVlkFDcHntXXWs+Zi8UUNHkD5DAzL+PfLhz8P4E7bz4vqa3sgoieJ6BwRndvY2OjLzQ07m/m9MficZNSPcq2JfEXcAk8JllUAgIjPAxfBtKAdJDZyFUxG/JoT7qwaGmvGyq81msiW60IWPsCT30Z3/NeyZUT8HoQ1GrnzbFuzkTopwT0sYLgqZvZL8LV2PjRNTsbYU4yxs4yxs8lksse3dTDYzFd0BR/YcTuIwGvjiDzwLhchGhieB74XKElX2uM/bWH8063m5cYTLsArNo6uS2e7UG21G+yEC76ZfZRmkyFVrCIhaOEPU8XMfgn+IoBDbT8vAFju07UPPJu5StcHPhlRHnhTgi+Y5cmJBb1DE4fcC7SSrjitCTcvbmHy8ddrL9nOqNfE12vFOd0qryA+/plSDU1mHIPPkRb+Xp4B8FE1WucRABnG2Eqfrn2gYYxhM19F0sjCN9FoWQqOOTZyZWPBNzHhtnoRmJpwR3fTPFOqae6fAEA04EXY5zbl0tm2YPAMi0tNP6tAECL6EwDvAzBJRIsAfh2AFwAYY58D8CyAxwFcA1AE8I+cuK4EyFXqqDaajrp0zArOWNCDbHk0BYfXMeo2VhG/BwGvy6RLTaysAmcs6MUbK9YbfQw7qWIVx9r6EHQyNRbo6fjzmviMMcO4/f3GEcFnjH3E4H0G4BNOXEuym1aWbVT74YwHvfC4yKRLpwainZBLI2JBL9ay1ptFDzP5al1Z/ncRByJCMuo3N+GatDDHAqPtUksXa7qr0WTE3PhvWVhhVRtNlGoNhHyOSGrPkJm2Q45e0hWgbKpOmnzgU4UqYgKF0zhjI7xpy8Px9CbHZMTf+juJwN0DcYEoKX7tXKWORnP0SiTXG03kynXdsUpG/eZcmhYEHxiOXBQp+EPOdkF5kPUeTh6LL3zOoliWIWeUN213xLn7eJmdcLcLVYR97l3ds/TggmOls9Owww2Nbj58AJZXWOIuneHJRZGCP+Rwq0LXwjRp4aQF67hwxoJeVOrNkSyRzMMhnRx/0cJ1nFFOfksJ9F5ORv3IlevCz6dopVLOWFBx4wzD+EvBH3J4wpNeo5LJiM+khSlWR4fDrz2KyVci7pdk1I/tQlW4Dd62YFkFzjC5FJwmUzKOKOMRbKKfgS3BLGeOtPAlfSNbUjZYIzqbRYpLp4qmoI/XTJYh0C44g//AO01a0KUAAFuCfnyzFv4wCY7T8CRBkfEXdWuKlrXgDNP4S8EfcrLlOsYCXs20fk4y4kdDzR40gjHlODMPPK8YmBlFC1MdU70VllkLU9lDMbPCGh6XgtPwCVfPQDEbmrxdrFmacIfB4JGCP+RkSrXWB74bSbVsr4gfuVRroFJvCiddAcP1wDtNplRD0Ku/wWo22zZdsCg4I+lSU/dQDFxqgHjyYapgbsKNBqSFL+kT2VJNsyxyO2YsnJ2kK/M+/GF44J1GiQEXG//NnPEKq1pvIlepm46SAkZ3/N0Gnakmwj4QiVv4Zl1qbhchGhiOEslS8IecbNlZweebkJZ8+KNoYZZqhglqPEdCxMJslbUwIThBrxseFw2F4DhNqqjkjOhluHrdLkyExAIXKvUGcpW6cOE0zrAkv0nBH3KypbqAS8e8hW8qLJAvaYeknoiTZIrGgh/wuhENeITGn2/smhEcIhrZXIh0yXiFBYjH4qcFwjy1GJZ6UlLwhxwRCz/scyPodQs98CmTSScA4PO4EPS6R9TCrzoqOGbrGHGGRXCcJl2s6kbocERzIVrjb+L5B4Zn/KXgq2SKNfyTP3oZt7cK+30rpsiWaroRIkBbPRcTD7yZOHzAmQf+N59/E3/28qKtc/SbdLHW6iurh2g9ly01c9qsSyHqwPjf3Czg/3nxLVvn6DdK72Xnxj9lYYULqNnmDhg81bpYroZVpOCrPP29RXz10io+/fVr+30rwtQbTRSqDUMLHxAvr7BdqMJF4qWROWNBj63En9eWM/j016/it55/01Q7xv3GlEvBjIVpSXCsj/92oYqf/r0X8StPX8Riqmj5PP0mXazpRuhw+ArL6NnihdPMTrh2DZ7Xl7P4h59/ESf/1VfxtdfXLJ/HCCn4Kl8+r/Rj+fKrS6a64+wnuTIvq2BcoU/UwtnMKzH4ooXTOHYf+N/578pEu5Qu4eJSxvJ5+km5pvT+NSM4RmwXqiALE64dHz5jDP/0T17Bitok5DvXtyydZz9IC2YlJ6N+VNQIKD1aLk2zgm+zCcq//8vLuLiUgdftwt9e27R8HiOk4AO4vVXA995K4x8+chcYgN/71s39viUh+ANm5NIBzAhOxbR1CdirmHl1LYevXlrFTz9yGB4X4dmLq5bO029aZRVEXDpRP/KVOkpV/Xou22qWs9kJd8xGWOB6roJvX9vCP/vA3UiEffjOjeEQ/GpdWeGKuB9FAxf4CktkX6CdsYAH5VoTlbr5elKMMVxcTOPR+2fwtoU4Xr2TNn0OUaTgA3jmVcW6/yfvO4EfPDWFv3xtOASnVUdHwKUzGfEjVawZ+gi38lUkwtqllvWw48P8mzeVZvX/9O+fwPefmMRXL60MhVtHpHAah2fbGrnV9Jqp6MEtfCvjdnlVaZ7yjsMTeORYAt+5vjVc4y/owweMBZ+XBve4zUmjnVyIxVQJqWINDyzE8OBCDK+vZHvmy3dE8InoUSK6QkTXiOhTGu+/j4gyRPSq+vVrTlzXKb51dRNnDsUxHw/i1EwUy+lSzzdPnID7zEUtfGBnU7Ab24UqJrr0x9VjzIZL5/pGHuMhL6bGAnj0/hnc3iri+sbgN1QxU7d+Uh3/dQPBMVu4ixMLelFvMhQNVhBaXFnNAgBOzUTxyPEEVjJl3N4afD8+d2EJTbiiFn6xZtp/D7QVELTwGbikujBPz8dw5lAc1XoTb671poOZbcEnIjeAzwB4DMB9AD5CRPdpHPotxtjb1K/fsHtdJ7mxWcDJ6QgA4K5EGE2Godi42qmUKeDDF3zgN/MVTFp84POVunCBtnaurxdwYkoZ//vnxgAANzcHf/zTAs1POKIW5nahaktwrEy6l1dzmIr6MR724fuPJwBgKNw6vHaTXpYtR9ylUzHtvwfaLXzzG+cXlzLwuAinZqI4sxAHgJ65dZyw8B8GcI0xdoMxVgXwRQBPOHDevpAr17CZr+CI2hPzcCIEALi9PfiCw60J0SgdQP+Br9abyJbrSHTpnqVHLOgFYzsbyWa4vpHH8aQi+PPjQQDDMeHulOY1Hv8pwXoudlw6gLVs5yurOZyciQIAjk2GEQt6W1bnIMMbvkQFnv9Y0AuvmwTGXyzMU+v8gDUL/+JSBvdMRxHwunFoIojxkBcXFtOmzyOCE4I/D+BO28+L6mudvIuIzhPRV4no/m4nI6IniegcEZ3b2Nhw4Pb04UvXowlV8CcUwX9rGJa0ArXwOSKCnzLZS7WdnYqZ5h74VKGKrUK1ZeEnwj4EvC4spQY/UsqMhS9Sz4VXNLVi4bcsTJPZzvVGE1fX8zilCj4RYT4ebEXsDDJZE1FqRCQUqaaURja3YQtYX2ExxnBpKYPT87HWfT64EMeFxd5MuE4IvlY4Qee6/hUAhxljZwD8NoA/73YyxthTjLGzjLGzyWTSgdvT5+amkmjFLfxk1I+g1z0kPsw63C5CWKAzz6Tql9d74PmG4qQFH75VC5P76rmFzwVncQgEP1tWCndF/MaC43G7kAjr13NJF6tgzOqEa01wbm0VUa03cXJmrPXabCyA5fQQjL+JFS5gHKnGGFOaz9hy6Zgb/+VMubVhy3nvPUkcn4pYco8a4YTgLwI41PbzAoDl9gMYY1nGWF79/lkAXiKadODatrnFBV+18IkIhxMhvLU9+Bm3SlkFj27hKI7f40Ys6NVd0vKQNCsuHasWzrV1RfC5hQ8AC+MhLA2F4NQRFRx/wLi3bSvpyqJLDYDp5KsraoQOt/ABYDYewGp28C187j4UcekAxoJfqCp5FbZWWCaff57Zf1w1OAHgZ95zFJ/5nx/S7XFhFScE/yUAdxPRUSLyAfgwgGfaDyCiGVI/FUT0sHrdgdgVurlVwMxYYFf/yrsmQkNh4WcEyiq0Y5Rtywt32fIhm3zgr2/k4fe4MBcPtl5bGA8OhQ8/V64hKrBhyDHKtrWa5QlYF5wrazm4aPeEOxsLIl2sGeYM7DfZcg1eNyHgFZMxo/FvlVWw4MP3ul0I+dymx39NnVhn257/XmJb8BljdQCfBPAcgDcA/Clj7DUi+jgRfVw97CcAXCKi8wA+DeDDbEACfW9tFnBkMrTrNcXCL/ZkSeUkIrXw2zHyYbZcOhbi8O1Y+MeSkV2JRvPjQaSKNRQMsiL3G95tTJRk1I9NEQvfguBHLO6hLG4XMTMW2NXAZS6uNMxZHvCMc2XC1S+N3E4y4sdWvoJGl8+1nfEHrGU7872SmbGApWuaxZE4fMbYs4yxexhjxxlj/0597XOMsc+p3/8OY+x+xtgZxtgjjLG/c+K6TnBrq4ijbcspQAnNrNSbWMsN9rI2WzYujdxOMurXjQPfLlThcZGpc3Ks+/ALOJ7cPf4L48oEPOhunZxApdJ2khHFwuxm69ix8HkTDrOCs5wp7VpdAcDMmPLzSnrAn/9SXSgkk5OM+tFkO8LeCTeGrLg0AWvlRVYzZcSC3l0ehl4y0pm2mVIN24Vqy3/P4ZE6g+7WMWvhT4/5sZYtdxcctY6OqMXUTtjnhttkE45mk2ElU8Khid0rrPn4cIRmch++KMmovxX6qsV23lodF45VC7PTnTAsFn62bN6lCXQPXOAGnlVr20p5kZVMGbOx/lj3wIgL/q2OCB3OXaoADXqkiEgt/HZmYkGUa82uD+VWoWrZuiEi0/VctgpV1BoMcx0P/CE1Fn/QQzOdFpztQgVjAQ+8JtP6OWYFhzGGlUx5z/jPqD+vDnhoZq5sfsIFuudCrGUrILIWpQZYyzZfy5Yx3Sd3DjDigs9DzxbGd1s4rTIEgk2P9wuRblftcEuiW4z1VqFiyZ3AUSxMcb87F5SZ2O7xn4z44fO4Bn7CNS04EV5eQXv813MVTNn48JutZ7RVqKJab+6xMP0eNyYjvoGvGmt+D0v5f3abcNezZUxG/Kbr6HAsr7Ckhd8f+A555xIu5HMj4HW1fKqDSLXeRKkmVgufM9MSfO0P8la+ioRF6wYwb+Hw++h84F2uwY/FbzQZ8hVzm7bcddLNN273w2/Wh8zvQytCZCYWwPKg+/BNRklNRvVzURRr29oKFzDfk6DWaGIzX2l9LvvBSAv+arYCr5v2hGERERJhsYYh+wVPKxepxc7Rs/AZY9jKWyuNzDFrYfJYb60HfnrM39USHgTyZfHCdRw+/t2Smuwu78eC5lxqfFN8LrZX8GdjwYG38HMmo6RCPg8i/u69hdeyFUxH7U24+Uod9YZY4cX1XAWM7TV4eslIC/56toypaEAzwSER8bXi0geRjMksQ0BxKbhI2zebLddRqDY0P/yimLfwy/C5XZr9QxNh/0CvsLKtOi7iFmbA60Yi7MOyxvjXG02s5yq2LXwzLrXWCiu+95pzscBAl1eoNZooVhumJlwAmBrzYzWrPZGt58q2XGrcvSpq5a+q4y99+H1iVWcJlwj7DEsJ7yfZloUpLjgetwtTUe0PMrc6O0P0zDAWMO/Dn475NSfcibCva/jcIGCmF0E7c/GgpoW/ma+i0WS2lvexoBcltQuXCCuZMnwel+a+zUwsiFy5jvyA5kLkW1m25kKIF8ZDmsEAinulatulA4jnQvDP4awNI8ssIy34a9ly1w9YIuIfaAvfbB0Rzmw8oGnh7wi+XQtTvAnHcrqE2THth30i7EO6WBNeHvebrInSvO3MxbXr1HTbzzCD2eS35XQJc7GAZhjuoAcuWJ1wu+0NcTePHWvbrODvBC1IC78vrGcrmOris+MunQFJCN6DmUqZ7czGAprx1dzNMG/Hwg96UG00Ua6JifSqzoTL9xLSNvqE9hKr488t/M7naieAwPr4m01+UzaJu024yrkGdZXFJ1zzFn4QW4UqitXdKxc+/v208FczZQS9btNGgx1GVvALlTpylXrXGX0y7Ee10RzYJe2OhWlOcGbGgljN7E2+Wk6X4HUTJi3G4QPmBIfHgHezaLngD6rg8MJdpl06sSAK1cYe19eKA9aeWQt/JV3S9N8DO/VkeMnsQSNnccLlIdidq6y1rGLhdzMARTBbT2olqzz/VhIdrTKygt+yqGJdfPhqeOKgunXMdLtqZzYWQLHa2LOxtJwuYTYWtFWhz0yJXt5ft6tLLTzg418yv2kL7OyRdK6yVlV/ukhD7m6YGf96o4m1XKXrJj2fcFOFAV9hmZxwueDfSXUKPrfw++vS6ac7Bxhhwechgd3CsHjG6aBu3GZLNXhchKDXXA2OblmUy+mSLf89YM7CMfJZ8766g27hmxd87dBMvtqxY+2ZGX+jTWJe3mFQLXzrLh3tLPq1bBluF9lKPDS7wpKC30fW1SXctIGFuTmoFma5hlhQvFIgZ7ZL8tVyumwrQgcwZ+F0y7Ll8FDN7UEVnHINIZ/bdFYm3yPpFPzVTNl2xUQzgm9k0Ub9HnhcNLATrtU9lGTED597b0e1tWwFU1HtiDFRAl43fB6X0Pg3m0wJGuljSCYwwoK/avDAD7pLJ1Oqm37YgR0Lvz2Lst5oYjVbtrVhC5izcHZC0vQtzO0BHX+zaf2cyYgfXjdhqSOLdTVrP8Weu/dExn+9FZWi7dIkIsRDvsG18NUVlki3sXZcLsJcPLCnMJ/dGHyOaLbzZqGCepP1NekKGGHBX8uWEfF7uj4wEy0f8uC6dKzs7s/GgvB7XK3WgoDy4W80mW0Lf6K10ScgONkyXISum8RetwtjAQ+2B9SlljNZmprjcpFatmDHwmSMqTkJ9j78fo9SEkQk8Ydb+HqblBNh78Ba+LlyDVG/Z1cfBVHmx/eGZt7cLLSK9tlBVPCNVri9YqQFf0onBMvvcSMa8Die7dloMrx8e9t2uKfZSo0ct4twciaKy6vZ1mtcfOxaG9GABy7a6Rykx1q2gsmIX/cDm4gMbrZtVm2+YYW52O6OXtuFKqqNJmadsjAFJ1yjypDjIZ/jm7bffHPDkX65WYsrXABYiO9uoZkr17CYKuHe2TGd3xJDtLxIS/ClS6c/rGUrhoM9GXG2ns5qpoyf+vwL+B8++x185eKKrXNZdSkASv9S3ssU2KmpYtel43IpdYlE/O7rOeO6MU5n2750axsP/Zvn8YHf/Bv8f+fu2DqXUsfFWvz0SXX8eeelK2vK3+JoMqL3a0KIlkhez1UMK0NOhMX+lqJs5Cr46Be+ix/9zLdxbT1n/As6mC2c1s7CeBAbuQrKNaWF45vq+J+cjur9mhDCFr5OHale4ojgE9GjRHSFiK4R0ac03ici+rT6/gUiesiJ69phNWMsOAmHBedXn76I83cyCHhd+Lvr9lr6mu121c7JmTFs5qut7EK+vHWir+Z42Ie0gEjwTTLdc4WcHf+vv7GObKmGYqWOP3rxLVvnsmPhP7gQR6HawA3VrXZhMaO8Ph+zdU8AEA95kS6JjH/ZePwF/5aivHhTeeYLlTp+6vMvomYji9pst7F27kookTo3NpR+GJd5I/dZ+4Iv2hNiJVOG120vKsgKtgWfiNwAPgPgMQD3AfgIEd3XcdhjAO5Wv54E8Fm717UDY0zIwnS6gNr5xTQ+dGYW7zqWwHdvbts6lx0L/94Z5cHmbp2Xb6dwLBk2vQGmxYSgSItskjk94V5YTOPe2TF86Mwc3ljOCtec0cKqDx8AHlyIqfeTad3XXRMhy52u2hF1w6xlK8YrrJAPqWLNsd7OL97YRtjnxq//yP1Yy1ZwU21AZAWz3cbaeeiucQDAudvKZ/DKag5Rv8f2ChcQd6lxg9NOVJAVnLDwHwZwjTF2gzFWBfBFAE90HPMEgD9kCi8AiBPRrAPXtsS22mnJKI16Iux3LA5/M1/BZr6KkzNjePhoAtfW85bdReVaA5V607IP8yQX/BXFrfDSzW2882jC0rk6GQ97DQWn1mhiq2BcqGoiokSJOFHeotlkuLiYwYMLMZxeiKHaaO5ya5mBMYZsybqFfzwZQcjnxoXFNADg/J1MaxKwSyLiE9r3WM9VDMd/POxDo8laOQd2eeHGFs4emcBpdSXzxkrW4De6Y3UPC1BcOnOxAF5Uja7LKzncMxN1JOM1FvQiV6kbTpJOhOFawQnBnwfQ7hBdVF8zewwAgIieJKJzRHRuY2PDgdvbC0+jNrJwuD/OCcHh4nJqJoqHj04AAM7dsmbl5yzUYm8nEfFjKurH5dUcXl/OIlep45FjE5bO1YmI33czr9QBN0pjT4R9qDWYqaYS3bi5VUCuUseZhTjOLMQBABeW0pbOVao1UG8yyysst4vwwFwMF5Yy2MpXsJQuOSb4E2FlktQTHGXC7V5HisOzfp3w42/mK7i6nsc7j03geDICj4ssT7iAvT0UIsLDRyfw3ZtK8MTl1SxOzdh35wDKZ5IxGE6SenWkeokTgq81LXY+bSLHKC8y9hRj7Cxj7GwymbR9c1qIplHHgl7UGgwldXPHDtyaOTUTxen5GAJeV8vCMMtOLXzrLphTs2O4vJrFCzcUv+ojxxyy8EM+pAr6VvnOhGvswwfEon6MuKi6T04vxLAwHsR4yIsLdzKWzpWzUJq6kwcXYnh9OYuXb6fUn+OWz9XORNiPRpPpRoq0JlwBCx9wJtuZuzAfOZaAz+PCialIy3duFsaYEpZpccIFgIePJrCRq+A7N7aQLdcdE/xWDSidSVKpI1Xqeww+4IzgLwI41PbzAoBlC8f0DdHKeGZrY+hxZTWHyYgfCbVf60N3jePcrZSlc1nNMmznbYfieH0liy98+yaOToYda8IwHvKh3mTI6RSdWxeIAQd2yis4EZp5fjGNgNeFu6ciICKcXojjwpI1wd+po2N9/E8vxFCpN/GZv74OIuABBzZsgZ0ql3pj1soyNxp/Byfc772Vgs/jarlzTs1EcdmiS6dQbaDJ7E24fJX9619+DQBw35z9kEygrSSLjrs2U6qhXGv2tfEJxwnBfwnA3UR0lIh8AD4M4JmOY54B8FE1WucRABnGmL24RBusCgqOk4J/eTWHe9uiAO6ZjuLWlrVNK6u18Nv5+fcdx3vvSWIlU3bMnQPsWIVpHT/+mkGWZ+tcquA4ESlyYTGDB+ZirTDEB+djeHMth1LV/Oqt1XzGxgrrXccSmB7z4/ydNB5ciDuyYQ4oFj6gb5WLrnBFrFVRltIlLIwH4VXH/+TMGJYzZUufLScm3OPJMCYjPlxdz+Pn3nustZFrF5GSLFx/+tn4hGP7KWOM1YnokwCeA+AG8AXG2GtE9HH1/c8BeBbA4wCuASgC+Ed2r2uHtWwFibAPPo/+fNcSfIFddz0aTYY313L46UcOt16bjysdhTKlWus6onDBidmwcAJeN/7zT78Dn//WTTx+2rn981Yd9WK1Ff7WCc+yTRiUYnZywr26lsMTb9vZNnpgfqz1dzlzKG7qXDvtDa0LztRYAC/+ygeQLdfgM1mPR4+EgBuGT7iiLh0nJtyl9O7SHTwE8spqrmVti2K1UmY7RITf/al3wEXA2SPOGTw8c1xv/J0ohW0VR8wKxtizUES9/bXPtX3PAHzCiWs5gWizaKcE5/ZWAZV6sxUdA+yUaV1MFRELmlvOO2HhA0o28Sfef8LWOToR8buvC2TZAs6Nf6FSR7Zc31X7/dCEMhktp0umBT/nwITLsfs37ESkj8AGn3ANwkDDPjd8bhe2Hci2XU6XcOrkVOvne2cUF8rl1axpwXdiDwWA6euKIFKSZdWgjlQvGclM2zWdXrbtOCU43HVzfGonk5KXadXqr2mEEz78XiEiOGsCORDAjsvE7vjvLKF3rsnrwC9ZSPN3asLtBULjn60gYZBlC/ACal7b9Ywq9QY2cpVdtZqmx/yI+j24vp7X+U1tnHDp9AqfR6kBpbeHspJRylokDRLfesGICn5FaDnllODzqJT2uNv5loVvRXDq8Lld8Bu4pPYDkTrqIlm2gNJ0PeIXy1zUY61Vt2RHcOIhL4Jet2ZDdyOccOn0ioDXjZDPrZswuJItY07QuoyHxEoF6MEt2vZ+C0SEuXjQ0vjnHNhD6SUJg5Isa5kykhF/az+jnwyeYvQY0RhkQCkGRiTesqwbfJOsfUYfD3kR8rmtCb6adNLP1miiiNRR3zBRila0NokeWqWYFcHRbihuRK5ch9dNCHgH8+Oj1CDScymUhP3HTow/L8Xdmck6EwscuAkXUFxlRhPufrhzgAMo+M0mw3OvreK1Ze2Qu42cEoMs8sC7XISoExZmtoLJiG/XjE5EmI8HsZQu6vymNplSzbb/slfs1FHXHrNKvYHNfFU4y3As6LU94XYrVMUbipuFZ9kO4oQLqCUpdAIN9JqXd6IIvr3ENz7GneW35+IWBd9ie8l+oWQ760+4+xGSCRxAwScCfvGLr+JLryxpvr8qGIPPiTmwpF3PljVXFAsadblFsFNHpx9MhL1dN21bG1aC7RRjQfsT7kqmhHjIi0BHO8j5eBDLFl0Kg+pOAPQt/Hyljly5LmzhOzHhcsHvvObMWBCb+Yrpmka5ch1+j2vP33NQSET8uhb+akZa+I5BpDSY4MLeCffninand2JJq2xS7p1gFsZDFl061muB9wO9Esl8ed+teXYnToz/aka7FPZsTCmTW6mbi8W3U8elH4yHfV07hZmNEHHEpZMpYTLi3yPQ/B7WunxWu2GnUmk/mFTLizQ0ylvwiLF+Nz7hHDjBB4CpqL+VzdkJj8pYEOxu44jgd6lMOD8eRKZUQ06gYUI7OYvdrvrFRNjX1cJvNS8XtvAdEPysdho730TsbOhuRK5svVJjP0iElQJqWuUt+PiLutTiQR/ylbqtUsZKDP7e63GLv5tx1g2l+ckAj3/ED8a08xe0Isb6yYEUfD0LfyldQsjnFk52sis49UYTm/mK5iYln3TMhgYOuoU5EfZ1jVLgPtv+WvhlTYtqp6G4WcEZdJeaH5V6E0WNLOKdDWzR8VeE1Y5bZzld0myfyUXP7D7KoFv4CZ2SINy4kD58B5keC2AtW9G0cJZSJczHg8IbbnY3rTbzVTCmvWfABefOtvgDr5TmrQ+04MzGAkgVa62OQu0sp0sYD3kR9In5X+MhH8q1pmm3C0dvk3iuJfhWBGeALUydWHwuOEZZtpxYyF5oMmOsu+Crr5ldYWWHYA8FgKbRs59JV8ABFvxqvYm0RqTCcqbUioEXgW9aWS2R3KpborFnwD8EZpa0lXoT1UZzoJe03HrUisBYTpdM1RAZs5kLwQuFaX3AZixamMqm7eBOuHpVLlcyZSTCPuENT7u5KNlSHcVqQ3P8I34Pon6P6Uid3ICvcCdbBdS6u3T2o6wCcEAFn1tza7m9D9JSStva6EYs6EW10US5Zs2HqVeoKhH2gQitVoMi8KW12fo7/YR/uLm/uJ2VTHlXAo4RdusZ6X3AAl43JiM+LGvcZzdqDcVVMsiCw5PatDZDzcTgA/YFn4cnTnapmzQTC5i38EuDbeEndMordIsY6xcHUvC5+6TzQSpW60gVa6Zamdl94PUqQ3rcLiR0/N1aOFE4qtfwpfqKhm/crIVvd/y1kq7aUWLxxQUnr2Z5DrJLZ15nb2jFZEig3fHnGdfd2jcqyVcW9rAG+PmPh3xwUXcf/n50uuIcUMFXBpQv5zl86d5Xwc/oV4acjPhNWfit5icDbGF2s/C1ipgZYXf8jWrvT0XNjf8wTLiKy8alGfJrttNSLKgItdVNW154jdfW72TWZLZtudZAtd4c6AnX7aKugQuLJj0MTnMgBZ9vSHX6xvkHwIwP37bgZ8tIRrtXhkyaFZzSYNcRARRXyUTYtyepiU8AohE6gBMuhSq8buq655GM+rFhYoWVGwILv5XF3SH4pWoD6WLN0gpLaz9MBJ4AxpvZdDIbC2IjXxEO+7Tb3rNfzMf3JlUyxnB7q4gjifA+3dUBFXy/RxGcTsHvVtNDj7hq4dhx6eiFYCVNWviDXCmzndlYACsdLoUlnnTVxxXWdr6K8ZCva1RWMuLHVr6imSSjRXYIVliAmtTXUbaDu3jMuHR8HheCXrf18Tew8GdiATAmvo81DCssALgrEcbtrd3jv5atoFRr4Oikdp+IfnAgBR/QTr5aShfhdpFQpUaOXcHZzFWQ1Gn0wS1M0SigQS7N247WUn3FguDYLZG8Vai2wuS0SEb9aDLxvq3DIjjz43st/OsbSini48mI1q90xU4uRKpYRcDr6hqGyz8bovtYg15Hh3N4IoSldGnXyuXmplIm/ciktPAdRyv5ajmtbJgY1QFvZ2dJa63rT6pY7bphBSiCU603W12sjMgOgUsBUJbqnYJ/J6VMuGaSTuyWSN4uVFqJMFrwCqbiFuZwjP/CeBCpYg2Ftt7C19Ta88eS5gTHjuBv5atdrXvA/Pjz+4iHBnvCvSsRQqPJdk26vC/G0Lp0iGiCiJ4noqvqv5qNIYnoFhFdJKJXieicnWuKMqMmX7XDk67MYKdEMmMM2wIWJmBCcEq1gS4cxZmNB5Ap1VCs7gjOldU8jk6GDVtLdmJHcJTx119hARD24w+TSwfYHalzfSOPmbGA6SxVuxZ+N/89YF3wBzksGVAsfAC4vb3j1rm1WYDP7RrqTdtPAfg6Y+xuAF9Xf+7G+xljb2OMnbV5TSGmxgLYbNsMYozhxmah1dpOFDslkku1Bir1ZqvtnxZ8SWvGhznoDzuwszHbHvJ4ZS27q82jKHYqNm4Vqrqt/Hh8+Kbg+PNNQ6eajvcKbtgspnYE5/p6HsenzFuXdirGbhequs8/X32ZFfxBn3APq1b8W6pVDygunbsSIcPWnr3EruA/AeAP1O//AMCP2jyfYxwaD4IxtDZO1rIVbOYreGB+zPS5rD7wvCY8b+ythXkLc7ArZXI6QzPzlTrubJdwatq84FstkVytN5Er13VXWFzwRcc/U6oh6vfs64dWhEM8Fl91KTDGcH2jgBMm/feAAxa+zvj7PUpdK+HxLw6HhT8V9cPvce3auL21VdhXdw5gX/CnGWMrAKD+O9XlOAbgr4joZSJ6Uu+ERPQkEZ0jonMbGxuWb+zBhTgA4MJiGgBwcUlpiHJ63lzDcMD6A88rRsYd9mEOckgmZ7Zl4SuC8+ZaDgAsWfiWx1/dd9ETnLDfg7DPbcqlFhtw/zGgTGQ+904s/lq2gnylvquvsii2XGp5fQsfMBeanCnVEPS64fcMtkvT5SLcNRFquXSaTSUkcz8jdAABwSeirxHRJY2vJ0xc592MsYcAPAbgE0T0A90OZIw9xRg7yxg7m0wmTVxiNyemIgj53Dh/Jw1AEXwXAffNWbDwLT7wPPJDT3BiQS+8bjLl0hkGC38uHkDE78GFRWWivbKqCP6pGfPjHw/6LI0/r2WiN/6AOcFJl2oDv2EIKIIz39Zgh0foWLXwi9WG6RLJ1XoTuUpd16UGmAtNzpSGw6UJAIcTIbylWvgr2TIq9ea+RugAgKGpyBj7QLf3iGiNiGYZYytENAtgvcs5ltV/14noaQAPA/imxXsWwu0iPDAfw3lVcC4tZXA8GUHIZ946jgW9put9AG1p5ToWDhGZeuCzpdq+LwtF8Lhd+L4j4/jOjS0AiuCHfG7hPgTtWHWpiUy4gEnBL1ZbuRmDzl0TIVxdVyZaHqFj1cIHFLHtVhNHi7RBWQVOMurHeXUlbnjOIZlwAcWP/+1rW8r+oTrhHh1yl84zAD6mfv8xAF/uPICIwkQU5d8D+CCASzavK8SZhRheX8miWm/i4lLGkjsHsF4iOWVGcEz4kAe5UmY77zqewI2NAtayZVxezeKe6ShcFnzfsaAX5VpTs9yyHrzrlqGFaWL800Pi0gGAH7gniTfX8ri5WcC19Twifo+pHBSO1VyUbQGXGmDepTMMK1xAsfBLtQaWM2U8//oa/B4XTi9Y0yCnsCv4/x7ADxHRVQA/pP4MIpojomfVY6YB/C0RnQfwXQBfYYz9pc3rCnHmUBzVehPfurqBjVwFD1gUfKslkreLNRAZbzCJPvDNJkOmVDP0iQ4K3398EgDwraubuLKawykL/ntgJyLDbKTOtirihoJjxqVQrCE+JILz6AMzAIAvvbKIr1xcwcNHJyw1XrdaE5+3WRTx4RerjV05A93IDpFL5z0nJkEE/NELt/GVCyv4wH3T+964xZapyBjbAvCDGq8vA3hc/f4GgDN2rmOVM+rG7X967goA4EGLs2t7iWTRxh2AYuHHgl7DiI5k1I9X72QMz5cr19Fk+pvAg8S9s2MYC3jwvz3zGnKVOt5/qtuevj7tFqZW57BubBeqIDIer8mIH5lSDZV6Q3czkDE2VD7k+XgQbzsUx+/+9XU0mgyfeP9xS+exWqK6tcLSicMHdocmhw3CXTOlGh4YkvE/lozgh+6dxn/+m+toMuCJM3P7fUsHN9MWULINZ2MBXFvP48fePo8zh+KWzmNnSauXZchJRvzYLhjXc+F7AsNiYbpdhHceSyBXqeNn33MUP3z/jKXzWB3/LTUGXGTCBZTuZHoUqg3Um2xofMgA8PjpGTSaDO8+kcA7Dk9YOofV8ecuTRELHxArr5AeohUWAPzce4+jyZQSIe89aT0IxSmGwxlsESLC0z//bnjcZGqzqZP2B95Madm0QVkFDq/nslWodC3jCyj+YwAY14nrHzT+8XuO4uhkGP/LD5+0fA7LE65BljOnPTRWLxM73Zpwh2OFBQA/cmYef/byIv75B/s//lutsGRjlyZgHJpcrTdRqjWGZoUFAO84PI4PnZnD8WR4IEJJD7TgA860ErMuODXMC9R+b3/g9QSfW/ixIRKcdx5L4J3HErbOYUdwzAi+UbYtLxE8LJu2gPL8/9U/e6+tc9ix8McCHngNaleJJh+2yioM0fgDwG9/5O37fQstDrRLxynsPPAiG6yiFg73oY4P2QNvFzsWvlGEDmBecIbJpeAEXrcLIZ/5EsnbxVrXxj/tjKsdogyf/yGpozPISMEXwIrgMMYUH76I4EQUq97ogW/58Idk09YprJZIFnXpJMJiEy638Edt/AFlkrNm8BiLs9tFSAhESmVKfIUrBd8qUvAFsCL4JbUVm4gPfzKqFpAysDDTgmGeBw0rJZKbTYa04ITr87gwHvIaC/4IC85Y0Gu665WoSw0QC42VFr59pOALwGNnzQjOditCwfjhDPk8iPg92MzpR4mki1WMBYzDPA8iZstbZMs1UyGsIrkQw1KLvRfELFQsFXVpAmLJb1Lw7SMFXwC3ixANeEw98KkC97c798APU1q505gtkZwyud8xGREQnOJw9CLoBWYn3JZL0yAGnyM04Y6wS80ppOALYvaBF00r5yhLWv16PalibWQfdrM+ZJE6Ru2ICE66OLoTrtnnv1BVXJoieSiAMv6b+QqaOrkoPCx5GKrFDipS8AUx+8CLFo7iiFk41ZGLEOGYHf9W0o9JH7Je+Yx0aXgKpzlNP8a/1mC618iUaoj4PaZalEp2I0dOENMWvmCWIUdE8FPF2siFZHJiJjcNzbp0klE/SrUGCtXuBdrSxeEpq+A08ZBX7eAmVsCuVanUxPMP6AcuDFNZi0FFCr4gViwcMxE1yagf2XJdtyJkqlgdWZeO2RLJaZMhrCK5EJkhqpTpNGYj1VouTRM+fEB//LNDVClzUJGCL4gVH35coHAahxeQ6lZPpN5Q2vWNsg+5UhcvkZwqVuF2kbC/V6SeS6Y0XHVcnMRsxVJeKdOsha83/pt5sUQ6SXek4Ati1sJMFWvC/kvA2MLh1x6W0shOY1ZwUmqRLdFywCIW5qhv2gLiFn7Kwh4WoD/+m/kKJgVXDBJtpOALEgt6UTVjYZqIQQbamml3eeDTIxwDDpgXnHSxamqskgbjX641UKo1RtelZtalU6jCY2KFFfV74PO4uo4/Y0wVfOtFECVS8IXhD7zoxuG2ScHnFs56N8Ef0bIKHCuCIxoSC6BVRrmb4OyUtZATrggptVKs6ArLqNVnsdpAudbEpIWOXZIdbAk+Ef0kEb1GRE0iOqtz3KNEdIWIrhHRp+xcc7+w8sBPmChjPBlRCkitZ7Vj8Vt1XEbUh2zewjeXs+ByERJhX1fB4a/rVTM9yPCxFG2CspUX6wXRjl7yIfftSwvfHnYt/EsAfhw6DcmJyA3gMwAeA3AfgI8Q0X02r9t3zAgOY8y0D9/jdmEqGsBKl2bpO2GG0sIXIVUUK9zVjp7grGcrrWNGEe6aSZuy8C2Mf5cJlwu+UfcsiT62BJ8x9gZj7IrBYQ8DuMYYu8EYqwL4IoAn7Fx3PzAjOEU1y9CsOE/HAljtYuHzRJb4EDU/cRJLE67J8Z+K+rHWZfz5RGClCfhBwGwBO6U0tbmx0hP8DbXOVFJa+Lbohw9/HsCdtp8X1dc0IaIniegcEZ3b2Njo+c2JYkZwzCadcGbHAljtYuGvZssI+dyIGvT8PKiYKZHMK5Wa3e+YiQW7jj+38EfZpWAmNHm7YMHCj/ixXayi1mjueU+6dJzBUPCJ6GtEdEnjS9RK19q16Zq/zhh7ijF2ljF2Npnc/x6QHDOCbzYkjTMT6y74a9kypscCwptgBw0zFqbZLFvOXCyArUJVMxJrI1/GeMgLn2d04xxEC9g1mgzpUs2SD58xxf/fiXTpOIOhucgY+4DNaywCONT28wKAZZvn7DtmSiRzwTGzaQsAs7EAcpU6cuVa63qctWx5ZN0JHFEL02wdF86s2s92JVPG0cnwrvfWs5WR9d9zYkGxCTdTqoExCwbPmLIhvpIp7WlNupVXwmyN2iVK9OnH6L0E4G4iOkpEPgAfBvBMH67rKGZKJLf87aZdCspDruVHXstWHOnPO8yI1mQ3WymTM6eO70q6tOe9jbx+v+FRIB70mXNpmhT8+XFlwl3SGP/NfEVm2TqA3bDMHyOiRQDvAvAVInpOfX2OiJ4FAMZYHcAnATwH4A0Af8oYe83ebe8PohamVR8+t3BWM7s3rhhjLZfOKCNaQM2yS0e18Jc13GrSwhcff9uCn9IWfOm/t4+tHUDG2NMAntZ4fRnA420/PwvgWTvXGgSEXQrFKlwE04WeZmPcpbD7gc+UaqjUm1Lwg15c38gbHmc1SW2mi4XPGFMt/NEWHNHyImYrxXLGAl5EA54uFn4V982NmTqfZC/SIWYCM4IfVzM3zTA1pghK58btmhohMj024oIj7MO3VoYi4HUjEfbtsfCzpTqq9aa08AUL2KVMNv9pZz4e1LbwcxUZkukAUvBNYEZwrKTgB7xuTIR9WOnw4fPY/JG38IUtzArGAh5LG3yz8cCeFdZGXhn/URd80QJ2Vl06ALAwHtxj4ZdrDeQqdVk4zQGk4JvAjA/frP+eMzMWwNoeC7/cem+UEbUwtwpVJCxag7OxIJY7BGfUs2w5oqHJ24UqQj63pd6/Whb+ljqBWP2bSnaQgm8Csy4dK8zG9pZX4BPAqAuOqIVppawCZy4WwEp69/jvZNmO9oQbFxR8s5Vi25kfDyJXqe+6xmZOJl05hRR8E4wJlkjeKlhv1DAT2+tSWMspST9WLKaDhKiFuZWvYsJkWj9nNh5s5UJwpIWvIFoxdrtorlJpO/PxEIDdkTpvbRcBAHPx0Z5wnUAKvglEBIcxhlShajkj8EgijFSx1orlB5RN21H33wPigm+2Umk7c23JV5yNfAV+j0u4tvtBxYxLx7Lga8TiX9/Igwg4noxYOqdkByn4JhB54LOlOupNZvmBv2cmCgC4spZrvbaWLWNKCr7whKsIjjVrnCdftVuYt7cKmI8HR7asBacvgh/nsfjF1mvX1vNYGA+O/ArXCaTgm0Dkgd8q2Kv5cYoL/upuwZ8Z8ZBMQGz8c5U6ag1m2aV2YkqxIi+3jf8bKzmcmo1aOt9BYqwPPvzJiA9+j6vDwi9I694hpOCboCU4Oj7MrVZImjWBnor6EQt6W4KTKdawlq3gcCJs8JsHHxHBt1pHhxMP+XBoIoiLS2kAQK5cw1vbRdw3K5N+3C5C1KCAXbnWQKHasOxSIyIsjAdxa0ux8BtNhhsbeZyQgu8IUvBNIGThq5X+rFqYRISTM1G8qbp0vncnBQB4+6G4pfMdJERKJLdC+GzUXTk9H8PFpQyAnZXWvVLwASi5EHpRUjtJV9ZXpGcOxfHK7RQYY1hOl1CpN3F8Sgq+E0jBN4GI4G+3YoatC86pmSjeXM2BMYbvvZWGi4AHpeDD43Yh6vfoRomkbCT9cE7Px3Fnu4R0sYo3VrIApOBzYkGvbternaQr6416vu/IBLYKVdzcLODaulJK44QUfEcY7bADk4wFvSDaqdWixbbqw7cjOPdMR5Gr1LGULuGVt1K4ZzqKyIg2PunEqCb7liOCHwMAXFrK4vWVHGJBL2ZHvFIpxygXhZe1sNOK8/uOTAAAXrq1jVy5DgDSpeMQ0sI3gdtFmAj5WqKixVahiojfA7/HekQB37i9vJLDq3fSeOjwuOVzHTSMBMdOWj/ngXnFmr+4lMEbK1ncOxsd+QgdjuH426ijwzmeDGMi7MNLt1K4tp7HRNhneU9GshtpNpokEfFpduThbOWtx+Bz7pmJwkXAb3/jGnLlOh66Swo+x9jCrMLncSHksz7h8o3bv3lzHVdWc/jww4eMf2lEMBT8vP0VLhHh7OFxfOvqBgiEu6U7xzGkhW+SRNjfaremhZ0YZM5YwItfefxenL+TBgA8dFfc1vkOEkY+ZJ7lbNci/77DE3jhxjZKtQbeLifcFsYWfg1EO/tdVnn46ATWshWU6w186rFTts4l2UFa+CZJRHx4bTnb9f2tQhXzDqSA/+O/dwzTYwF89+b2nnZ7o0wi4sN3b3VfYaUcmHAB4H//8dP4mfcchdtFODktY/A5sdBOeRGtRKhUoYpY0AuPzVaEHzozh9eWs/jE+0/IDVsHkYJvksmIkYVfwel5ZyI6PnRmDh86M+fIuQ4KkxE/tgtV1BpNzfLHWw4JfsDrxgPq5q1kh/Z6OjOxvYK/VahYrhTbzvRYAL/1P73N9nkku7Hb4vAnieg1ImoS0Vmd424R0UUiepWIztm55n6TCPuQK9dRqe8toGY3rV9iDC9gtt1l49wJl5qkO0ahyevZSquRj2TwsOvDvwTgxwF8U+DY9zPG3sYY6zoxDAO8JreW4GTLSlq/bNTQO3iJ3I2c9irLKZeORBs+tltdVrnrOdnsfZCxJfiMsTcYY1ecuplhgEfgaEXqOBESKNGHW/gbGoLDOyPZybKV6MPFfF1jwmWMYT1XHvnev4NMv6J0GIC/IqKXiehJvQOJ6EkiOkdE5zY2Nvp0e+Jw613Lj+9E0pVEn6SOhc/r1svKor2D91Vez5X3vJct11GuNWUp7wHGcNOWiL4GYEbjrV9ljH1Z8DrvZowtE9EUgOeJ6DJjTNMNxBh7CsBTAHD27FkmeP6+kVD981oW/k4dHWnh9IrJaPcJd1W2guw5Eb8HQa+7Nbm2s6FOAtKHP7gYCj5j7AN2L8IYW1b/XSeipwE8DDG//8AxqS5XeRnkdribgYuSxHlCPg/CPremhd8SfFkGoWcQEabG/FjTGP+1rGwFOej03KVDRGEiivLvAXwQymbvUBL2ueH3uDQt/JV0GW4XyQe+xySjfmxqjD/v/StdCr1lKurHenavS2ddWvgDj92wzB8jokUA7wLwFSJ6Tn19joieVQ+bBvC3RHQewHcBfIUx9pd2rrufEBEmI37NTcPlTAnTUT/cLll3pZdMRvwt90E7q9kygl73yLci7DVT0YD+HorctB1YbH0yGGNPA3ha4/VlAI+r398AcMbOdQaNbvV0VtJlzKot2iS9Ixn146paNred1WwZM7GALHTWY5JRP/7mTW2XTsjnlpVdBxhZS8cCibBP04e/nCnJMrp9QLHwNQQnU25FkUh6x/RYAPlKHcVqfdfrPCRTTriDixR8CyQi/j0WPmMMK5lyqwmzpHcko35kSrU92c6r2bKM0OkD3GXTGamznqvIkNgBRwq+BbhLh7GdqNGtQhXVelNa+H2AZ9u2T7qMMaxnK5iW499zplqx+B2Cn5VJV4OOFHwLzI4FUG00d23crqSVTUTpw+89Wslv24Uqqo2mtPD7AI9CW2uL1FGybCsyQmrAkYJvgcNqueLbW8XWa8uZEgBgLiYFv9e0yiu0WZgy6ap/tFw6beOv+PQb0sIfcKTgW+BoQhH8m5uF1msraUXwZx2ohS/Rh1uRy5kdC5Nbm9Kl03viIS98bteu8gpc/GUM/mAjBd8CC+NBeFyEW+2CnynD53HJwl19YDYWQNjnxvW20MzVjCI40sLvPUSEZNSPjbZN25sbymfhrgnZrGeQkYJvAY/bhUMTIdza2hH85UwZszIGvC8QEU5MRXB1Pdd6bTVbBtGOu0fSW2ZiASypq1oAuLKm/C3umZbdqQYZKfgWOZwI4dbmjg9/JS1j8PvJiakorq7tWPhvruZweCKk2QVL4jynZqJ4YyXbilS7sprDfDyIaMBeL1tJb5GfDoscSYRxa6vQeuAXUyW5YdtH7p6OYD1XQaaodF66uJTB6YX4/t7UCHH/XAzZch2LKcXKf3Mth5MzsvfvoCMF3yJHJ8MoVhvYyFWwlC5hNVuWPVD7yN1qY+trGzls5pW/wYNy/PvGA2rf5ktLGdQaTVzfyEvBHwJk0QuLHJncidThvsxHjiX285ZGinumFXG5upZHtqyk+J9ekILfL+6ZjsLtIry2nMXxqQhqDYaT01LwBx0p+BY5kggBUGLxX76dQizoxSlp4fSN+XgQAa8LV9fzWM9VQATcPze237c1MgS8btw9FcGl5UzLsr9HCv7AIwXfIvPxIHxuF164uYVXbqfwfUcm4JJlkfuGy8UjdfLwuV04NhmWG4Z95v65GL55dQOn53NwuwjHp2RI5qAjffgW8bhd+Nj3H8aXXlnCra0iHjk2sd+3NHKcmhnDize28HfXN/Gg3LDtO/fPjWEjV8GffPcOjk2G4fe49/uWJAZIwbfBL33wJE6om4fvPCr99/3mlz54D95/cgrFakNOuPvAO49NgEhJRPx3P3Z6v29HIgC1V3wcNM6ePcvOnTu337ehy5XVHL70vUX8yx8+JV06+8R6rozJsF+O/z6Qr9Rlw5MBg4heZoyd1XrPbovD/0REl4noAhE9TUTxLsc9SkRXiOgaEX3KzjUHjZMzUfzyY/dKsdlHpqIBOf77hBT74cKuS+d5AA8wxh4E8CaAX+48gIjcAD4D4DEA9wH4CBHdZ/O6EolEIjGJLcFnjP0VY4z3OXsBwILGYQ8DuMYYu8EYqwL4IoAn7FxXIpFIJOZxctP2ZwB8VeP1eQB32n5eVF/ThIieJKJzRHRuY2PDwduTSCSS0cbQAUdEXwMwo/HWrzLGvqwe86sA6gD+WOsUGq913SlmjD0F4ClA2bQ1uj+JRCKRiGEo+IyxD+i9T0QfA/APAPwg0w75WQRwqO3nBQDLZm5SIpFIJPaxG6XzKIB/CeBHGGPFLoe9BOBuIjpKRD4AHwbwjJ3rSiQSicQ8dn34vwMgCuB5InqViD4HAEQ0R0TPAoC6qftJAM8BeAPAnzLGXrN5XYlEIpGYxFYQLWPsRJfXlwE83vbzswCetXMtiUQikdhjoDNtiWgDwG2Lvz4JYNPB23EKeV/mGdR7k/dlDnlf5rFyb4cZY0mtNwZa8O1AROe6pRfvJ/K+zDOo9ybvyxzyvszj9L3J4mkSiUQyIkjBl0gkkhHhIAv+U/t9A12Q92WeQb03eV/mkPdlHkfv7cD68CUSiUSym4Ns4UskEomkDSn4EolEMiIMteAT0U8S0WtE1CSisx3v/bLacOUKEf1wl9+fIKLnieiq+u94D+7x/1WzkF8loltE9GqX424R0UX1uJ63+SKif01ES2339niX4/ravMZEU52+jJfR/58UPq2+f4GIHurVvXRc9xARfYOI3lA/A7+gccz7iCjT9jf+tT7dm+7fZj/GjIhOto3Dq0SUJaJf7Dimb+NFRF8gonUiutT2mpAe2fpMMsaG9gvAvQBOAvhrAGfbXr8PwHkAfgBHAVwH4Nb4/f8I4FPq958C8B96fL//B4Bf6/LeLQCTfRy7fw3gnxsc41bH7hgAnzqm9/X4vj4IwKN+/x+6/U36MV4i/38oGeVfhVIV9hEAL/bp7zcL4CH1+yiUBkSd9/Y+AH/Rr2dK9G+zX2PW8XddhZKgtC/jBeAHADwE4FLba4Z6ZPczOdQWPmPsDcbYFY23ngDwRcZYhTF2E8A1KI1YtI77A/X7PwDwoz25UShWDYD/EcCf9OoaPaDvzWuYWFOdfiHy/38CwB8yhRcAxIlottc3xhhbYYy9on6fg1KnqmufiQFjX8asjR8EcJ0xZjWL3zaMsW8C2O54WUSPbH0mh1rwdRBtujLNGFsBlA8QgKke3tPfA7DGGLva5X0G4K+I6GUierKH99HOJ9Ul9Re6LB9NNa/pAd2a6gD9GS+R//9+jxGI6AiAtwN4UePtdxHReSL6KhHd36dbMvrb7PeYfRjdDa/9GC+OiB7ZGruB70BMAg1YtH5N47WexZ8K3uNHoG/dv5sxtkxEU1Cqj15WrYCe3BeAzwL4N1DG5d9AcTf9TOcpNH7X9jiKjBfpN9UBejBeWreq8Vrn/7+vz1onRBQB8N8A/CJjLNvx9itQ3BZ5dY/mzwHc3YfbMvrb7NuYkVKi/Ueg0X8b+zdeZrA1dgMv+MygAUsXRJuurBHRLGNsRV1SrvfiHonIA+DHAbxD5xzL6r/rRPQ0lKWbLQETHTsi+i8A/kLjrZ40rxEYL6OmOj0ZLw1E/v/71uCHiLxQxP6PGWNf6ny/fQJgjD1LRL9LRJOMsZ4WChP42+xnU6THALzCGFvrfGO/xqsNET2yNXYH1aXzDIAPE5GfiI5CmaW/2+W4j6nffwxAtxWDXT4A4DJjbFHrTSIKE1GUfw9l4/KS1rFO0eEz/bEu1+t78xoSaKrTx/ES+f8/A+CjauTJIwAyfFneS9Q9od8D8AZj7De7HDOjHgciehjK532rx/cl8rfZlzFT6brS3o/x6kBEj+x9JvuxI92rLyhCtQigAmANwHNt7/0qlN3sKwAea3v981AjegAkAHwdwFX134ke3efvA/h4x2tzAJ5Vvz8GZbf9PIDXoLg2ej12/xXARQAX1AdmtvO+1J8fhxIBcr1P93UNio/yVfXrc/s5Xlr/fwAf539PKEvsz6jvX0RbtFiPx+k9UJbyF9rG6vGOe/ukOj7noWyAf38f7kvzbzMgYxaCIuCxttf2ZbygTDorAGqqhv1sNz1y8jMpSytIJBLJiHBQXToSiUQi6UAKvkQikYwIUvAlEolkRJCCL5FIJCOCFHyJRCIZEaTgSyQSyYggBV8ikUhGhP8ftOmyoyc9ggUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pit.plot(x1,y1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "a0d4f082",
   "metadata": {},
   "outputs": [],
   "source": [
    "def calXnew(Xold):\n",
    "    return (1 / (Xold+1))+1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b00e5e57",
   "metadata": {},
   "outputs": [],
   "source": [
    "Xold = 3\n",
    "Xnew = 0\n",
    "i = 0\n",
    "difference = 1\n",
    "\n",
    "listXNEW = []\n",
    "list_i = []\n",
    "listDiff = []\n",
    " \n",
    "while difference > 0.0000001:\n",
    "    Xnew = calXnew(Xold)\n",
    "    listXNEW.append(Xnew)\n",
    "    list_i.append(i)\n",
    "    difference = abs(Xnew - Xold)\n",
    "    listDiff.append(difference)\n",
    "    Xold = Xnew\n",
    "    i += 1\n",
    "    \n",
    "print(i, Xnew)\n",
    "plt.plot(list_i,listXNEW)\n",
    "plt.plot(list_i,listDiff)\n",
    "plt.axhline(1.414)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "8d67b2d3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "次数： 0 结果： 1.0909090909090908 本次差值： 8.90909090909091\n",
      "次数： 1 结果： 1.4782608695652173 本次差值： 0.38735177865612647\n",
      "次数： 2 结果： 1.4035087719298245 本次差值： 0.07475209763539281\n",
      "次数： 3 结果： 1.416058394160584 本次差值： 0.012549622230759505\n",
      "次数： 4 结果： 1.4138972809667674 本次差值： 0.0021611131938166217\n",
      "次数： 5 结果： 1.4142678347934918 本次差值： 0.00037055382672446235\n",
      "次数： 6 结果： 1.414204250907206 本次差值： 6.358388628591172e-05\n",
      "Finshed,the result is 1.414204250907206\n"
     ]
    }
   ],
   "source": [
    "Xold = 10\n",
    "error = 1e-4\n",
    "i = 0\n",
    "maxIter = 50\n",
    "\n",
    "while (i < maxIter):\n",
    "    Xnew = calXnew(Xold)\n",
    "    difference = abs(Xnew - Xold)\n",
    "    print(\"次数：\",i,\"结果：\",Xnew,\"本次差值：\",difference)\n",
    "    if difference < error:\n",
    "        print (\"Finshed,the result is\",Xnew)\n",
    "        break\n",
    "    Xold = Xnew\n",
    "    i += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "9a7fa59f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Finshed,the result is 1.414204250907206\n"
     ]
    }
   ],
   "source": [
    "Xold = 10\n",
    "error = 1e-4\n",
    "i = 0\n",
    "maxIter = 50\n",
    "data = np.zeros((maxIter,4))\n",
    "\n",
    "while (i < maxIter):\n",
    "    Xnew = calXnew(Xold)\n",
    "    difference = abs(Xnew - Xold)\n",
    "    data[i,:] = [i+1 , Xnew, Xold,difference]\n",
    "#    print(\"次数：\",i,\"结果：\",Xnew,\"本次差值：\",difference)\n",
    "    if difference < error:\n",
    "        print (\"Finshed,the result is\",Xnew)\n",
    "        break\n",
    "    Xold = Xnew\n",
    "    i += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "dbf78e4a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.00000000e+00, 1.09090909e+00, 1.00000000e+01, 8.90909091e+00],\n",
       "       [2.00000000e+00, 1.47826087e+00, 1.09090909e+00, 3.87351779e-01],\n",
       "       [3.00000000e+00, 1.40350877e+00, 1.47826087e+00, 7.47520976e-02],\n",
       "       [4.00000000e+00, 1.41605839e+00, 1.40350877e+00, 1.25496222e-02],\n",
       "       [5.00000000e+00, 1.41389728e+00, 1.41605839e+00, 2.16111319e-03],\n",
       "       [6.00000000e+00, 1.41426783e+00, 1.41389728e+00, 3.70553827e-04]])"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[:i,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "e3a93313",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2be252736a0>]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pit.plot(data[:i,0],data[:i,1])"
   ]
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   "execution_count": null,
   "id": "3537e011",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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